{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "60a81f13-59e4-4d0f-9e89-ca7935f5ef7f",
   "metadata": {},
   "source": [
    "## 柱形圆"
   ]
  },
  {
   "cell_type": "code",
   "id": "687e7a98-72e7-4712-9ce9-8554bb385b3e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T08:17:26.211999Z",
     "start_time": "2025-01-04T08:17:25.476492Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体和负号显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 定义区域、销量和增长率\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "growth_rates = [12, 25, 16, 21, 18, 25]\n",
    "\n",
    "\n",
    "def plot_bars_with_labels(ax, regions, sales, color):\n",
    "    \"\"\"绘制柱状图并添加标签\"\"\"\n",
    "    bars = ax.bar(regions, sales, color=color)\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        ax.text(bar.get_x() + bar.get_width() / 2., height, f'{height}', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "\n",
    "def plot_scatter_with_labels(ax, regions, sales, growth_rates, offset, color):\n",
    "    \"\"\"绘制散点图并添加标签\"\"\"\n",
    "    for i, rate in enumerate(growth_rates):\n",
    "        ax.scatter(i, sales[i] + offset, color=color, s=400)\n",
    "        ax.text(i, sales[i] + offset, f'{rate}%', ha='center', va='center', color='white', fontsize=10)\n",
    "\n",
    "\n",
    "# 创建图形和坐标轴\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 绘制柱状图和标签\n",
    "plot_bars_with_labels(ax, regions, sales, 'skyblue')\n",
    "\n",
    "# 绘制散点图和标签\n",
    "plot_scatter_with_labels(ax, regions, sales, growth_rates, 500, 'red')\n",
    "\n",
    "# 设置标题和坐标轴标签\n",
    "ax.set_title('各区域销量及同比去年增长率')\n",
    "ax.set_xlabel('区域')\n",
    "ax.set_ylabel('销量')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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988479rKxY8fq0UcfVZs2bSQZY59efPFF9ejRI9sgtWbNGjVr1kzPPvusBg0apKioKPt4sStXrmjevHkOx8iOq6urFi1aZA+Gu3fvVmho6C1D1F+51ex2GaH5xrFRGTImdrh5tsGMXq+UlBRduHDBYdIKs9ms9PT0W56Pq6trjno7Q0JCMvUgZdWWJPtkHRlefvllxcTEaP369ZKkjh076t57773l7Hrp6emaP3++xo4dq7Zt22rz5s0aN26cUlNT1a5dO02cOFFXrlzR6NGjtWvXLvXo0UOtWrXSjBkzNGTIkL+8HgDIawQpAMhD58+fV4cOHbR3715VqVJFLVu21Pr161WpUiVJ0rFjx1SiRAlNmDBBw4cP1/r16xUZGalFixbp6aefzrbdc+fOqUOHDqpQoYJ++OEHffLJJ/rHP/6hixcvatmyZTkKUzey2WwKCgpSTEyMdu7cqalTpzrU9+/fX3v27NGVK1c0bNgwpaenq3fv3poxY4Yk6dlnn1WZMmXs20dGRuqnn37KdBxXV1cdP35cI0eOtJedPn1aS5cutY9Hyug9ya5nLjU1VUuXLtWLL76o5557TvPnz9err75qnzJ9+vTp9inj/4rJZHIIhJ6enk7/7JzRvXv3LBf4XbFihYYOHaply5ZlmkDjZjdOX58xKcVfSU1NVXJysiwWS7ahytXVVR999JHefvvtbNuJiYmRn5/fXx7v73//u3r37q1//vOfCg4OznKblJQUzZkzR//617/0/PPP69tvv1XZsmVVt25dTZ48We3bt9cbb7yh9957T5s2bdK7776r2rVrM2sfgEKDIAUAeSggIECvvfaaqlWrpoYNG8psNmc5812GcuXK6cyZM0pPT89yggXJ6DXp1auX7r33Xq1du1ZeXl4aNWqUPD09NWTIEA0ZMiTbdZiSk5P1xx9/yGQy2XuAzGazrl+/rkaNGunTTz+Vv7+/GjVq5LBfxpTXVapU0UcffaTQ0FBJUmJioiTpoYcecri1L7sQdP36dZUpU0aDBw+2l82aNUshISFq0qSJJONWr6lTp2Y7c98XX3yhuLg49e/fXyaTSfPnz1fjxo314IMPqnnz5po0aZL+/e9/52g9p7S0NF25csW+/lJiYqLDbXA59fvvvzu9T4aUlBRNnDhRvr6+9pkEFy9erEaNGmV5a2JW09ff/G9qz549DmOkMkyePFmjR4/OVP7bb78pKipK7u7u6tixo328V4YzZ86odu3aOe6pe/LJJ1WnTh0NGDBAGzduzHLCD5vNpg0bNtjXn+rcubM6d+4sSfr+++/VoEEDPfnkk+rWrZu9d/PZZ5+1T56RVZsAkJ+y/i0NAMg1Tz31lBo2bCjJ+Kv/t99+K5vNlukxf/58+4f/rEJUWlqahg4dqubNm6tx48basGGDw6xoL7zwgiZMmKDTp0873HYlGR/WExMTVb16da1bt04pKSlKTU21P+6//361bt1aZ8+eVVhYWJa35d3IarU6PA8KCpLJZLI/WrduneV+Xbt21TvvvKOKFSvaH25ubipdurT9+QMPPKAlS5Y43MKWISEhQRMmTFD//v11zz33SJLuv/9+zZ07V88995zatGmjxx9/XL169brl+WdITk5Wjx49VLp0aZUuXVpt27ZVSkqKrl+/nqP9T506pQEDBthf36ycPXtWNpst2/phw4bp3LlzWrNmjSpUqKBLly5pypQp6tixo+Li4jJtP3/+fCUmJiopKUnp6emZ/h01atRIEydOdChLS0vT9evX9eqrr9rbSUlJ0dWrV/XRRx+pdu3a+umnn2SxWFSiRAn5+vo6PDL+neWkt+7s2bP68ccfNW/ePO3atcsefm728ssvy8vLSxaLxeHfjslk0sGDBzVq1CiZTCb7WlcZ37u5uWVahBkACgI9UgCQj/7qr+i3+qBqNpsVFhamWrVqOQzWv9HEiRMd1oBKTU3Vs88+q5UrVyooKEgvv/yy+vTpI8mYpvvrr7/W4sWL9eWXX9onS8joIZg8ebJeeuklh7FPkrE+0gsvvKDNmzfbb+c7evSoQ4/Upk2bMo2zkqTQ0FDZbDaHHqvTp0/r66+/1oYNGyQZPRXXrl3T6dOn7ZNHZHjxxReVlJSkt956y6G8QoUK8vT01MmTJ/XQQw/p7Nmz9okRbuXcuXNZlt+qN+v69eu6cuWKhgwZon//+9+qUqWK3n333Wy3f/nll7V//35FRkZmqnv//fe1cOFCbdy40d4b5evrqx9++EFNmzZV165dtXHjRoeeoIzXxxkZAUQywujf//53/fjjjwoMDNTIkSPVt29flS1bVlOmTNGqVav+MkhnZ8WKFXrhhRfk4uKiI0eOaO7cuXr22Wd14sQJff7556pWrZp92w8++EDTpk2Tm5tbpn/3999/vwYOHOhwC6gk+3Tu2fXWAkB+IkgBQD47d+6cjh07lqn8/PnzWfZcZIxvuXTpkurUqaM6derYb0XLzuXLl+Xt7S13d3eVLVtWCxcu1JNPPimTyWS/9e3kyZPq1KmT/vnPfyouLk6jR4/WgAEDNHXqVLm4uOiNN95Qz5497R9+ExIS9Mcff2jmzJl67733VLVq1Uw9U5IxacKhQ4eyDIU7duxQ6dKlHcJAixYt1K9fPw0cONBelpyc7PCzsNls9inUV65cKT8/P6Wnp2vLli2aMWOGvv32Ww0bNkw9e/bUyy+/rKCgIPXt21f9+vVT8+bNs/3gHRAQcMuf480z+qWkpGjHjh26dOmSatSooXnz5iksLEwuLi46ePCgJCNMtGvXTpIxyciaNWvst6zd2O6ECRM0bdo0rVq1SjVq1NC+fft0+vRpnTx5UseOHVNgYKAiIiLUp08fLVu2LMfhIS0t7ZY9YD4+PqpZs6ZefvnlLMdjde3aVStXrnQoO3XqVLbrVUmyT3e/YcMGdenSRTNnzlTJkiXVt29flShRQgMGDFCtWrX097//XW+++ab8/f1va0KPGwMhABQ4GwAg37i5udkkZfuoUKFCpn0ee+yxW+6T3eP777/P8hyWLl1qmzJliu2PP/6w2Ww221dffWXz8vKyvfzyyzabzWYbOXKkTZLtueeec9gvLi7O1rp1a1tUVJS97OzZszZJtqNHj9rL+vXrZ7NYLLZ+/frZy3bs2GErVaqUrWLFirZq1ao5PAICArIsL1eunK1SpUo2m81mS0xMtNWpU8f2zjvv2C5evGjr27evrVy5craSJUvaevXq5XBOaWlpttmzZ9sqVapkk2R78MEHbWlpaTabzWYLCwuztWrV6i9fp02bNtmeeuopm6+vr+3RRx91qHv77bdtM2fOtKWmpjqUp6Wl2UJDQ20Wi8XhdahZs6bt0KFDDtu+9957Nkk2d3d3W8mSJW2urq62mjVr2kJDQ20vvvii7d1337WFh4fbxowZY5NkGz58+F+ec4batWvb/vnPf+Z4+xu99dZbt/w3dfjw4Uz7pKWl2SpWrGgrWbKkbe7cuVm2u2/fPtuDDz5oGzVqVI7Oo3r16rZ33nnntq4BAPKLyWa7xZ+tAAC56vjx47r33ntv6/asnLLZbPbbn3KyJlVkZKRWrFih119/3X5LV0xMjO67774cLxJ8I6vVKovFkumWwDt18eJF+4xxU6dOVYUKFdS1a1eH9a5ulJaWppUrVyowMNA+kcXjjz+ua9eu2SfPyM6pU6dUpUoVVa9eXW+99ZZ69OiRq9cSFxenV199VY8++qiaNGmiGjVqZPtajR49Wj169FDjxo1z1HaNGjXUuXNnvffee06f1/jx4xUdHZ1tj9S+ffscFmbOsHHjRnl5ed1yRj3b/8Zr5aRnLTAwUM8995x9YWUAKIwIUgAAZCE1NTVHQRQAUDwRpAAAAADASUx7AwAAAABOIkgBAAAAgJMIUgAAAADgpGI/ijY9PV1nzpyRl5fXbS9ACAAAAODuZ7PZdPnyZZUvX/4vZxkt9kHqzJkzt1xkEAAAAEDxcvLkSVWsWPGW2xT7IOXl5SXJ+GF5e3sX8NkAAAAAKChWq1WBgYH2jHArxT5IZdzO5+3tTZACAAAAkKMhP0w2AQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADip2E82AQC4ic0mXb4sJSdLrq6Sl5fEOnsAADggSAEApJgYKTxc2rlT2r1bslr/rPP2lho3lpo2lXr3lurUKbjzBACgkDDZbDZbQZ9EQbJarfLx8VFCQgLTnwMoflavliZPlnbskCwWKS3N6JG6mckkmc1Saqr00EPS2LFSx475f74AAOQhZ7IBY6QAoDi6cMHoXQoNlSIijLLU1KxDlGSUp6Ya30dESJ06SX36SBcv5s/5AgBQyBCkAKC4iYqSatWSli41nqenO7d/xvZffSXVrClFR+fu+QEAcBcgSAFAcRIVJbVsafRIpaXdWVtpaUY7LVoQpgAAxQ5BCgCKiwsXpLZtpStX7jxEZUhLM9pr04bb/AAAxQpBCgCKi2HDcqcn6mYZPVPDhuVuuwAAFGIEKQAoDlavlpYsyd0QVbHin9+npRnTp69Zk3vtAwBQiBGkAKA4mDxZcrnpLd/fXzpyRKpcOfP2U6ZI33zz5/N69aRTp6RPPjGe+/hIPXo47mM2G8cBAKAYIEgBQFEXE2OsE3Xj7Hz+/tJ330lBQZm3r1tXGjJEeumlP8v69pXeektq3VoqVcqYOj083HG/tDRp+3Zp3768uQ4AAAoRghQAFHXh4cZiuzf68svMQUgyFt6dM0eaPl06evTPcj8/6eBB6exZ4/syZaRz5zLvb7Fk3S4AAEUMQQoAirqdO/9cTDfDc89JM2dm3nbwYKNH6tgxqXNnqUQJo/zyZaMXy89PCgmRNm7M+lhpacbxAAAo4ghSAFCU2WzS7t2Zy48dy1xWqpT0xht/jpt65RXjVj13d2nFCmnBAunECal+fWnr1uyPt2uX8RUAgCKswINUhw4dtGDBAknSli1bVLNmTQUEBGjatGkO2y1fvlyVK1dW+fLltWTJEoe6WbNmqUyZMqpatao2ZvdXUgAoji5flqzWnG375JNGmGrdWnr9dWPNKS8v6W9/k7Ztk8qWlZ5/XjpzxpgBcNcu4xa/m1mtUmJirl4GAACFTYEGqcWLF+uHH36QJMXFxalLly4KCwtTRESEFi9erE2bNkmSYmJi1KdPH40fP14//PCDJkyYoIMHD0qSfvjhB40cOVJz5szRF198oYEDB+rChQsFdk0AUKgkJ+d824oVpZ9+MtaEkozb9KKipOrVjeeJidLTT0uRkca2W7ca4etOjwsAwF2owILUxYsXNWLECNWoUUOSEarKly+v8ePHKzg4WBMmTNC8efMkSXPnzlXr1q01cOBA1a1bVy+++KIWLVokSfr444/17LPPqmvXrnrwwQfVtWtXff311wV1WQBQuLi65nzbU6ekkiUdyypXlk6fNr43myUPD2NCiSNHjNkA/f3v/LgAANyFCixIjRgxQt26dVOzZs0kSZGRkWrdurVMJpMkqUmTJtqzZ4+97tFHH7Xvm9O6rCQlJclqtTo8AKDI8vKSvL1ztu3q1VKtWsbtexUqSMOGGeOhVqww6p94Qlq5Urp0yeiRqlrV+P5m3t6Sp2funD8AAIVUgQSpTZs2acOGDZo6daq9zGq1KuiG9Uy8vb115syZO6rLyuTJk+Xj42N/BAYG5tp1AUChYzJJjRvnbNuLF6WOHaVnn5V+/dVYR6pnT6OnSjJ6p6KjjXWiUlKkXr2MYHXz8UJCjK8AABRhlr/eJHddv35dzz//vD7++GN5eXn9eSIWi9zc3OzP3d3ddfXq1Tuqy8qYMWP06quv2p9brVbCFICirWlTYzzTzVOgS5kDz3/+Iz34YNbtZEwCZLNJHTpkvY3ZbBwPAIAiLt97pN58802FhISoU6dODuV+fn6Ki4uzP798+bJc/3eP/e3WZcXNzU3e3t4ODwAo0nr3zjpE5YXUVON4AAAUcfneIxUeHq64uDj5+vpKkq5evaqlS5dKkh684a+ge/fuVYUKFSRJISEhioiI0N///vds6x577LFMdQAASXXqSA89JEVESOnpeXccs1lq3lyqXTvvjgEAQCGR7z1S27ZtU0xMjH755Rf98ssv6tKli/71r3/pxIkT2rFjh9avX6+UlBRNnTpV7du3lyR1795dX375paKjo5WYmKgZM2bY63r06KHZs2fr9OnT+uOPPzRv3jx7HQDgf8aMydsQJRnTpY8Zk7fHAACgkMj3HqmKFSs6PPf09FRAQIACAgI0ffp0dezYUZ6envL19bUv1Fu/fn299NJLaty4sdzd3RUcHKwhQ4ZIkjp37qxly5YpODhYkvTYY4/pyezWNQGA4qpTJyksTFq61Ag8uc1sNtaY6tgx99sGAKAQMtlsNltBn8SNjh49qgMHDqhly5byvGn63NjYWJ0+fVqtWrXKNA5q165dunLlilq1amWfQj0nrFarfHx8lJCQwHgpAEXbhQvG9OYXLuRumDKbjfWk9u+X/Pxyr10AAPKZM9mg0AWp/EaQAlCsREdLLVpIV67kTpgym6VSpaTt26W6de+8PQAACpAz2aDAFuQFABSAunWN0OPvb4SgO5HRE0WIAgAUQwQpAChu6tY1bsN7+mnjubOBKmP7Xr2MdghRAIBiiCAFAMWRn5+0eLG0erUxZbkkWSyZF+jNYDIZ9ZKx/erV0hdfMCYKAFBs5fusfQCAQqRjR+Oxb58UHi7t3Cnt2iVZrX9u4+0thYRITZsai+2yThQAAAQpAICMcPT228b3NpuUmCglJ0uurpKnZ/Y9VQAAFFMEKQCAI5NJ8vIq6LMAAKBQY4wUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAxcilS5e0c+dOxcfHF/SpAABwVyNIAUAxsWzZMlWpUkUDBw5UxYoVtWzZMknS8OHDZTKZ7I/q1avb91m1apWqVq0qi8WiBg0aaP/+/Vm23aFDBy1YsCA/LgMAgEKBIAUAxUBCQoKGDBmirVu3Kjo6WrNmzdKoUaMkSbt379bq1asVHx+v+Ph47d27V5J0+PBh9e/fX1OmTNHp06d13333aeDAgZnaXrx4sX744Yd8vR4AAAqapaBPAACQ96xWqz744APVq1dPktSwYUNduHBBqamp2rdvnx5++GF5eno67LN//35NmTJFPXv2lCS98MIL6tSpk8M2Fy9e1IgRI1SjRo38uRAAAAoJghQAFAOBgYHq06ePJCklJUXTp09Xt27dFB0drfT0dDVo0ECnT59Wq1atNGfOHFWqVEmhoaEObRw8eFDBwcEOZSNGjFC3bt107dq1fLsWAAAKA27tA4BiJDIyUmXLltXatWs1Y8YMxcbGqkaNGlq0aJGioqJksVg0aNCgTPslJyfr/fff1+DBg+1lmzZt0oYNGzR16tT8vAQAAAoFeqQAoBipV6+e1q1bp1deeUUDBw7U8uXL7T1VkjR79mwFBQXJarXK29vbXj5x4kSVKlXKPkbq+vXrev755/Xxxx/Ly8sr368DAICCRpACgGLEZDKpUaNG+vzzz1WtWjVdunRJvr6+9vp7771X6enp+v333+1BauPGjZo1a5Z++uknlShRQpL05ptvKiQkJNOYKQAAigtu7QOAYmDLli32WfokydXVVSaTSW+88YbCw8Pt5REREXJxcVFgYKAk6ejRowoLC9OsWbNUq1Yt+3bh4eFatWqVfH195evrq/DwcA0ZMkRDhgzJv4sCAKAA0SMFAMXAfffdpzlz5ig4OFiPP/64xo0bp3bt2qlRo0YaN26cypQpo7S0NA0bNkzPPPOMPDw8dO3aNYWGhqpr167q1q2bEhMTJUmlSpXStm3blJqaam9/5MiRatasmfr161dAVwgAQP4qsCB16dIlHTx4UPfdd59Kly5dUKcBAMVCuXLltHz5cr388ssaOXKk2rdvr4ULF+qee+7Rvn371L17d5nNZvXt21eTJk2SJK1bt06xsbGKjY3VZ599Zm/r6NGjqlKlikP7np6eCggIUEBAQH5eFgAABcZks9ls+X3QZcuW6bnnnlNgYKCOHDmiBQsW6KmnntLw4cM1c+ZM+3bVqlXToUOHJEkxMTHq37+/Dh06pIEDB2rq1KkymUySjFtWBg8erLi4OI0dO1avvvpqjs/FarXKx8dHCQkJDgOrAQAAABQvzmSDfB8jlZCQoCFDhmjr1q2Kjo7WrFmz7Pft7969W6tXr1Z8fLzi4+O1d+9eSVJSUpI6d+6sRo0aaffu3YqNjdWCBQskSXFxcerSpYvCwsIUERGhxYsXa9OmTfl9WQAAAIWLzSZZrdL588bX/P/bOVCk5XuP1MmTJ7V161b7dLtRUVF66KGHFB8fL39/f50+fVqenp4O+6xcuVIDBgzQqVOn5OHhocjISA0dOlTbt2/XBx98oE8//VSxsbEymUxatWqVli1bpi+++CJH50OPFIC8MGXv+YI+BUga/QC3GqKYiYmRwsOlnTul3buNAJXB21tq3Fhq2lTq3VuqU6fgzhMopAp1j1RgYKA9RKWkpGj69Onq1q2boqOjlZ6ergYNGqhkyZLq0KGDTpw4IclYQLJZs2by8PCQZKyDEhsba69r3bq1/Ta/Jk2aaM+ePdkePykpSVar1eEBAABwV1u9WmrRQqpbV3r3XWnTJscQJRnPN20y6uvWNbZfs6ZgzhcoAgps+vPIyEiVLVtWa9eu1YwZMxQbG6saNWpo0aJFioqKksVi0aBBgyQZyTAoKMi+r8lkktlsVnx8fKY6b29vnTlzJtvjTp48WT4+PvZHxhS/AAAAd50LF4zepdBQKSLCKEtNzf42PpvNqJeM7Tt1kvr0kS5ezJ/zBYqQAgtS9erV07p16xQcHKyBAweqT58+2r17t5o3b67g4GDNnj1bP/74o6xWqywWi9zc3Bz2d3d319WrVzPVZZRnZ8yYMUpISLA/Tp48mWfXCAAAkGeioqRataSlS43n6enO7Z+x/VdfSTVrStHRuXt+QBFXYNOfm0wmNWrUSJ9//rmqVaumS5cuydfX115/7733Kj09Xb///rv8/PwUExPjsP/ly5fl6uoqPz8/xcXFZSrPjpubW6ZQBgAAcFeJipJatpSuXJHS0u6srbQ0o2erRQtp+3bjtj8Afynfe6S2bNlin6VPklxdXWUymfTGG28oPDzcXh4RESEXFxcFBgYqJCREERnd1TLWMElKSpKfn1+mur1796pChQr5czEAAAD57cIFqW3b3AlRGdLSjPbatOE2PyCH8j1I3XfffZozZ47mzJmjkydPauzYsWrXrp0aNWqkcePGacOGDVq3bp0GDx6sZ555Rh4eHnr44YdltVo1f/58SdKkSZPUpk0bmc1mdenSRTt27ND69euVkpKiqVOnqn379vl9WQAAAPlj2DAjTOVWiMqQ0TM1bFjutgsUUfl+a1+5cuW0fPlyvfzyyxo5cqTat2+vhQsX6p577tG+ffvUvXt3mc1m9e3bV5MmTTJO0mLR3LlzFRYWplGjRsnFxUWbN2+WJAUEBGj69Onq2LGjPD095evra19jCgAAoEhZvVpasiR326xYUTp1yvg+Lc2YPr1PH6ljx9w9DlDE5Ps6Unfi7Nmz2rNnj5o1ayZ/f3+HuqNHj+rAgQNq2bJlpnWoboV1pADkBdaRKhxYRwpFTosWxmx7N04s4e8v7doltW4tHT9ulP3979LEiUbdzz9LAwZIR49K9eoZU55/9500eLDk4yP17y998MGf7ZnNUvPm0rZt+XppQGFQqNeRuhNly5ZVp06dMoUoSQoKCtLjjz/uVIgCAAC4a8TESDt2ZA5R330n3bAUjKpWlSZMkLp2le6/Xzp8WMq4W6dvX+mtt4zQVaqUMXX6DWPUJRm9Utu3S/v25fklAXezuypIAQAAFFvh4ZLlplEZX36ZOQg98ID000/S3r3SyZPSv/8tVa9u1Pn5SQcPSmfPGt+XKSOdO5f5WBZL5nYBOCBIAQAA3A127vxzMd0Mzz0nzZzpWBYbKz36qFS/vuTtLQ0ZIv34o1F3+bLRi+XnJ4WESBs3Zn2stDTjeACyVWDrSAEAACCHbDZp9+7M5ceOZS7bv19avlz65Rfj+ZEjUtOmxvcrVkjffy9t2WIErYkTsz/erl3GV5MpN64AKHLokQIAACjsLl+WrNacbRsSInXubIQnHx9jlr81a4y6bduksmWl55+Xzpwx6nbtMm7xu5nVKiUm5t41AEUMQQoAAKCwS07O+bZhYcbYqZ9/NsLQuHFStWpGD5RkhKOnn5YiI42pz7dulZ588s6PCxQzBCkAAIDCztU159u6uEj33vvncy8vycPDmNZcMr56eBgTShw5YswGmMWMyE4fFyhmGCMFAABQ2Hl5GRNH5OT2vm3bpM8/l/77X+mPP6SBA41Z+qKijPonnpBWrjTGP1WsaEyX/scfmdvx9pZYVgbIFkEKAACgsDOZpMaNs59l70b/939SzZrSyy9L5coZPU7duv0541/lysY2JpOUkiL16mWsK3Xz8UJCmGgCuAWCFAAAwN2gaVNjPNPNU6BLmQPPW28Zj6xMm2Z8tdmkDh2y3sZs/nOmPwBZYowUAADA3aB376xDVF5ITTWOByBbBCkAAIobm80Ya3P+vPHVZivoM0JO1KkjPfSQMZlEXjKbpRYtpNq18/Y4wF2OIAUAQHEQEyONHSs99pjk62usL3TPPcZXX1+jfOxYYzsUXmPGSOnpeXuMtDTjOABuiSAFAEBRtnq10btQt6707rvSpk2ZZ36zWo3yd981tmvR4s8FXFG4dOpkrBOVMZV5bjObjVv6OnbMm/aBIoQgBQBAUXThgvGBODRUiogwylJTs7+Nz2b7c/xNRITxgb1PH+nixfw5X+TczJnGuk+5HabMZqPdmTNzt12giCJIAQBQ1ERFSbVqSUuXGs+dvRUsY/uvvjKm0Y6Ozt3zw53x95fWr5dKlcq9MGU2G+2tXy/5+eVOm0ARR5ACAKAoiYqSWrY0eqTS0u6srbQ0o50WLQhThU3dutL27bnTM5XRE7V9u9EugBwhSAEAUFRcuCC1bStduXLnISpDWprRXps23OZX2NStK+3fLz39tPHc2UCVsX2vXkY7hCjAKQQpAACKimHDcqcn6mYZPVPDhuVuu7hzfn7S4sXGpCLNmxtlFkvmBXozmExGvWRsv3q19MUX3M4H3AZLQZ8AAADIBatXS0uW5F37aWlSeLgxAQUzuhU+HTsaj337jNdp505p1y7HGRq9vaWQEKlpU2MiEtaJAu4IQQoAgKJg8mRjodbcXGOoYkXp1Kk/n5vNxnEIUoVX7drS228b39tsUmKilJwsubpKnp7Z91QBcBq39gEAcLeLiZF27HAMUV26SIcPSykp0t690v33/1nn7y8dOSJVrvxnWb16Rmj65BPjuY+P1KOH43HS0owJCfbty7trQe4xmSQvL+P19vIiRAG5jCAFAMDdLjz8z3EvklS1qjR/vjR6tFShgvTrr9LcuUadv7/03XdSUJBjG337Sm+9JbVubUyD3bu30e7NLJasywGgmCFIAQBwt9u588/FdCVj7afRo6Vly6Rz56SPP5YeeMCo+/LLrIOQn5908KB09qzxfZkyxr43S0szjgcAxRxjpAAAuJvZbNLu3Y5lq1c7Pq9RQ/rtN+P7556Tjh2TZsxw3ObyZaO3ys/PmJBg48bsj7drl/GVW8UAFGP0SAEAcDe7fNlxZrablSghjRjx59inY8ey3m7FCmnBAunECal+fWnr1uzbtFqNSQwAoBgjSAEAcDdLTr51/RtvGAvqZoyRys62bVLZstLzz0tnzhhTqe/aZdzidzvHBZD3bDbjDxvnzxtfbbaCPqNihSAFAMDdzNU1+7rWraWhQ42JI24cQ5WdxETp6aelyEhj6vOtW6Unn3T+uADyTkyMNHas9Nhjkq+vMcPmPfcYX319jfKxY43tkKcIUgAA3M28vIyFVm9WpYrRqzR0qLR/f87aMpslDw9jZr4jR4wPYv7+mbfz9jbWJAKQf1avllq0kOrWld59V9q0KfNtvVarUf7uu8Z2LVpIa9YUzPkWAwQpAADuZiaT1LixY5m7uzHF+apV0tdfG9OZlyr112098YS0cqV06ZLRI1W1qvH9zccLCWGiCSC/XLhg9CqHhkoREUZZamr2t/HZbH/2QEdESJ06SX36SBcv5s/5FiMEKQAA7nZNmzquI9WunVS7tjRokHG7XsbjxgV4s1K5shQdbSy4m5Ii9eplBKsbmc3G8QDkvagoqVYtaelS4/mNi27nRMb2X31lLIsQHZ2751fMmWy24j0qzWq1ysfHRwkJCfLO6tYIALgNU/aeL+hTgKTRDwQU9Cnkj5gY4zae/Dxe7dr5dzygOIqKklq2NCaLSUu78/bMZqNnevv2/H2/uMs4kw3okQIA4G5Xp4700EOSSx7/WjebjTEXhCggb124ILVtm3shSjLauXJFatOG2/xyCUEKAICiYMwY52/7cVZamnEcAHlr2DAjTOVWiMqQlma0O2xY7rZbTBGkAAAoCjp1ksLCjF6jvGA2GwPeO3bMm/YBGFavNmbczO0QlSEtTQoPZza/XECQAgCgqJg505iuPLfDlNlstDtzZu62CyCzyZNz/zbdihUdn5vNxnFwRwhSAAAUFf7+0vr1xoDy3ApTGQPU16+X/Pxyp00AWYuJkXbscLxNt0sX6fBhYybNvXul++83yj/80JjqPOPx229Geb160qlT0iefGM99fKQePRyPk5ZmTDqxb1/eX1MRRpACAKAoqVvX+ICUGz1TGT1RzPIF5I/wcMelDKpWlebPl0aPlipUkH79VZo716hr3Ni41dbX13g88IBR3rev9NZbUuvWxh9Bevc22r2ZxZJ1OXKMIAUAQFFTt660f7/09NPGc2cDVcb2vXoZ7RCigPyxc+efi+lKxtpPo0dLy5ZJ585JH39sBCaz2Zg9c+tWKSHBeCQmGvv4+UkHD0pnzxrflylj7HuztDTjeLhtBCkAAIoiPz9p8WJj4Hrz5kaZxSKZTFlvbzL9+Zfw5s2N/b74gtv5gPxis0m7dzuWrV4tffbZn89r1DBu4atb1xhH9csv0tWr0vffS4GBxjaXLxs9yX5+UkiItHFj9sfbtcv4ittCkAIAoCjr2FHats0Ye/GPf0iPPirdvMikt7dR/o9/GNtt28bsfEB+u3xZslqzry9RQhoxwhj7VKuW0ev0t78ZY6JSU6U5c4ztVqyQFiyQTpyQ6tc3eq2yY7X+2ZMFp1n+ehMAAHDXq11bevtt43ubzfjwlJwsubpKnp7Z91QByB/Jybeuf+MNY0HduXON4HTj+KYhQ6SjRyUvL+MPIWXLGuOmOnUyplKvXl0KDZX++MP54yJb9EgBAFDcmEzGBy5/f+MrIQooeK6u2de1bi0NHWpMHHHjGKoM584Z46bKlTOeJyYaYyQjI42pz7dulZ580vnj4pYKLEhdunRJO3fuVHx8fEGdAgAAAFA4eHllvu1WkqpUMXqVhg41Jn+RpKlTjQW4MzRvbkwecfKk8dxsljw8jHGPR44Yt+z6+2du29vb6JHGbSmQILVs2TJVqVJFAwcOVMWKFbVs2TJJUkxMjEJCQlS6dGmNGjVKthsGv23ZskU1a9ZUQECApk2b5tDe8uXLVblyZZUvX15LlizJ12sBAAAA7pjJZExpfiN3d+m776RVq6SvvzamMy9VSoqKMqY4f/RRqW1bY9zUwoXStWvGfk88Ia1cKV26ZPRIVa1qfH/z8UJC6JG+A/kepBISEjRkyBBt3bpV0dHRmjVrlkaNGqWkpCR17txZjRo10u7duxUbG6sFCxZIkuLi4tSlSxeFhYUpIiJCixcv1qZNmyQZ4atPnz4aP368fvjhB02YMEEHDx7M78sCAAAA7kzTpo7rSLVrZ4xvHDTIuF0v47Ftm/TVV9L//Z/RW7V2rfTii3/uV7myFB1tLLibkmIsZbBypeOxzGbjeLhtJpstf+c8PHnypLZu3ao+ffpIkqKiovTQQw9p0aJFGjBggE6dOiUPDw9FRkZq6NCh2r59uz744AN9+umnio2Nlclk0qpVq7Rs2TJ98cUXevnll3XgwAGtXbtWkvThhx8qLi5Ob731Vo7Ox2q1ysfHRwkJCfLOqjsVAG7DlL3nC/oUIGn0AwEFfQoAkHMxMfm7bltMjBHUYOdMNsj3HqnAwEB7iEpJSdH06dPVrVs3RUZGqlmzZvLw8JAk1atXT7GxsZKkyMhItW7dWqb/dT02adJEe/bssdc9+uij9vZvrMtKUlKSrFarwwMAAAAocHXqSA89ZKwRlZfMZqlFC0LUHSqwySYiIyNVtmxZrV27VjNmzJDValVQUJC93mQyyWw2Kz4+PlOdt7e3zpw5I0m3rMvK5MmT5ePjY38EZixeBgAAUMitWrVKVatWlcViUYMGDbT/f5MPzJ07V4GBgfLw8NAjjzyiI0eO2PeZP3++6tSpI19fX4WFhen8+cw95q+99po6d+6cb9eBWxgzRkpPz9tjpKUZx8EdKbAgVa9ePa1bt07BwcEaOHCgLBaL3NzcHLZxd3fX1atXM9VllEu6ZV1WxowZo4SEBPvjZMbsJrhzNpuxsNv588ZXVsoGACDXHD58WP3799eUKVN0+vRp3XfffRo4cKAOHz6sf/3rX1q1apUOHDigatWqqV+/fpKk9evXa/jw4Zo+fbqioqJktVrVrVs3h3ajoqI0e/ZsffjhhwVwVcikUydjRj6zOW/aN5uNadRZdPuOFViQMplMatSokT7//HOtWLFCfn5+iouLc9jm8uXLcnV1zVSXUS7plnVZcXNzk7e3t8MDdyAmRho7VnrsMWPhNx8f6Z57jK++vkb52LHGdgAA4Lbt379fU6ZMUc+ePVWmTBm98MIL2rt3r/bu3atmzZqpYcOGqlSpkgYMGKBDhw5JkhYuXKh+/fqpbdu2qlSpkt59911t375dFy9elCSlp6dr0KBBeuWVV1S1atWCvDzcaOZMY7ry3A5TZrPR7syZudtuMZXvQWrLli0aNWqU/bmrq6tMJpNq1qypiIgIe/nRo0eVlJQkPz8/hYSEONTt3btXFSpUkKRb1iEPrV5t3Ftbt6707rvSpk1GL9SNrFaj/N13je1atJDWrCmY8wUA4C4XGhqqQYMG2Z8fPHhQwcHBqlWrljZu3KhffvlFCQkJmj17ttq2bStJOn/+vCpVqmTfx/y/D+YZXz/55BNFR0erSpUq+uabb5ScnJyPV4Rs+ftL69cbU53nVpgym4321q+X/Pxyp81iLt+D1H333ac5c+Zozpw5OnnypMaOHat27dqpY8eOslqtmj9/viRp0qRJatOmjcxms7p06aIdO3Zo/fr1SklJ0dSpU9W+fXtJUvfu3fXll18qOjpaiYmJmjFjhr0OeeDCBaM7ODRUygiwqanZ38Zns/25AndEhNFd3aeP9L+/hAEAAOclJyfr/fff1+DBg1WrVi316NFDDzzwgHx9fRUREaH33ntPktSwYUN99913Sv/fmJsFCxYoJCREPj4+SkxM1MSJE1W1alUdP35c06dPV4sWLXQtYy0iFKy6daXt23OnZyqjJ2r79vydFbCIy/cgVa5cOS1fvlwffvihateuratXr2rhwoWyWCyaO3euXnzxRQUEBGjVqlV65513JEkBAQGaPn26OnbsqDJlyujgwYMaN26cJKl+/fp66aWX1LhxY1WoUEFms1lDhgzJ78sqHqKipFq1pKVLjefODoTM2P6rr6SaNY31DQAAgNMmTpyoUqVKaeDAgfr555/17bff6qefftKlS5cUFhamjh07ymazaeTIkUpPT1fDhg3VvHlzTZkyRcOGDZMkrVixQleuXNGmTZv0xhtv6Mcff9Tly5e1aNGiAr462NWtK+3fLz39tPHc2UCVsX2vXkY7hKhcle/rSP2Vs2fPas+ePWrWrJn8/f0d6o4ePaoDBw6oZcuW8vT0dKiLjY3V6dOn1apVq1uOkboZ60jlUFSU1LKldOWKMdPLncroXuYvIyiiWEeqcGAdKRRFGzdu1BNPPKGffvpJtWrV0iuvvCIXFxe9//77kiSbzSZ/f39t3LhRDRo0kCQdOnRI7733nrZs2aKYmBiZzWZNmjRJ69ev18aNG+1tP/3006pcubKmTp1aEJeGW1mzRpo82fjsZLEYn8ey+hhvMhmfs1JTjWEVY8YwsYQTnMkGllvWFoCyZcuqU6dOWdYFBQU5THV+o1q1aqlWrVp5eWrF14ULUtu2uReiJKOdK1ekNm2Mv5Bwry4AAH/p6NGjCgsL06xZs+yfe9LT0x2mNL98+bKuXr2qtBt+Z5cvX14rVqzQnDlz7OOjKlasmOk2vuPHj+vBBx/MhyuB0zp2NB779knh4dLOndKuXY5j1L29pZAQqWlTYygG60TlqUIXpFAIDRtmhKncClEZ0tKMdocNkxYvzt22AQAoYq5du6bQ0FB17dpV3bp1U2JioiSpRYsW6tevnxo2bKgyZcpo7ty5Klu2rOrVq2ffd+bMmbr//vv1xBNP2Ms6deqkYcOG6ZNPPlFoaKhWrFihyMhILVu2LL8vDc6oXVt6+23je5tNSkyUkpMlV1fJ09PokUK+IEjh1lavlpYsyd02K1aUTp0yvk9LM/6q0qcP3c4AANzCunXrFBsbq9jYWH322Wf28iNHjmj06NH64IMP9Pvvv6tOnTr6+uuvVaJECUlSfHy8pk6dqrVr1zq05+/vrzVr1mjkyJF69dVXVa5cOS1dulSBgYH5el24AyaT5OVV0GdRbBW6MVL5jTFSf6FFC2O2vRsnlvD3N7qSW7eWjh83yrp0kaZPlypVMtaMCguTDhyQ6tUz7un97jtp8GBjfan+/aUPPvizPbNZat5c2rYtXy8NyEuMkSocGCMFAHDGXT1GCoVITIy0Y4djmb+/EYpuHKtWtao0f74RlLZsMRZ5mzvXCGF9+0pvvSW98ooxuUTv3kYP1I3S0oyBk/v2cS8vAKBQ4Y8iBY8/iKCwyvfpz3EXCQ83ZoW50ZdfZg5CNWtKo0dLy5ZJ585JH38sPfCAUefnJx08KJ09a3xfpoyxzc0slsztAgAAAIUUPVLI3s6dfy6mm+G556Rjx6QZM/4sW73acZsaNaTffjO+v3zZ6MXy8zNmkblhilUHaWnG8QAAAIC7AD1SyJrNJu3enbn82LFb71eihDRihPTJJ8bzFSukBQukEyek+vWlrVuzP96uXVmvhwAAAAAUMgQpZO3yZcd1CXLqjTeM9aHmzjWeb9smlS0rPf+8dOaMMQPgrl3GLX43s1qNKTwBAACAQo4ghawlJzu/T+vW0tChxoQSN94SmJgoPf20FBlpTH2+dav05JO5d1wAAAAgnxGkkDVXV+e2r1LF6G0aOlTav9+xzmyWPDyMCSWOHDFmA/T3z53jAgAAAAWAIIWseXlJOV1Xy93dmBJ91Srp66+Nac5Llfqz/oknpJUrpUuXjB6pqlWN72/m7W2syA0AAAAUcgQpZM1kkho3ztm27doZ6z8NGmTcxpfxqFzZqK9cWYqONtaJSkmRevUygtXNxwsJMb4CAAAAhRzTnyN7TZsa45lungJdcgw833xz6wA0bZrx1WaTOnTIehuz2TgeAAAAcBegRwrZu3nSiLyUmmocDwBw21atWqWqVavKYrGoQYMG2n/TmNXXXntNnTt3diibP3++6tSpI19fX4WFhen8+fP2urlz5yowMFAeHh565JFHdOTIkXy5DgC4GxCkkL06daSHHpJc8vifidkstWhh3B4IALgthw8fVv/+/TVlyhSdPn1a9913nwYOHGivj4qK0uzZs/Xhhx/ay9avX6/hw4dr+vTpioqKktVqVbdu3ezt/etf/9KqVat04MABVatWTf369cvvywKAQosghVsbM0ZKT8/bY6SlGccBANy2/fv3a8qUKerZs6fKlCmjF154QXv37pUkpaena9CgQXrllVdUtWpV+z4LFy5Uv3791LZtW1WqVEnvvvuutm/frosXL2rv3r1q1qyZGjZsqEqVKmnAgAE6dOhQQV0eABQ6BCncWqdOUliY0WuUF8xm45a+jh3zpn0AKCZCQ0M1aNAg+/ODBw8qODhYkvTJJ58oOjpaVapU0TfffKPk/63Zd/78eVWqVMm+j/l/7/Vms1m1atXSxo0b9csvvyghIUGzZ89W27Zt8/GKAKBwI0jhr82caaz7lNthymw22p05M3fbBYBiLjk5We+//74GDx6sxMRETZw4UVWrVtXx48c1ffp0tWjRQteuXVPDhg313XffKf1/dx4sWLBAISEh8vHxUa1atdSjRw898MAD8vX1VUREhN57770CvjIAKDyYtQ9/zd9fWr/eGMd05YpxK96dMpuNtabWr5f8/O68PQCA3cSJE1WqVCkNHDhQS5Ys0ZUrV7Rp0yYFBAQoNTVVdevW1aJFizRy5Eht2bJFDRs2VMmSJfXTTz9p4cKFkqSff/5Z3377rX766Sfdf//9mjp1qjp27Kiff/5ZJpaqAAB6pJBDdetK27fnTs9URk/U9u1GuwCAXLNx40bNmjVL4eHhKlGihE6dOqVmzZopICBAkmSxWFSvXj0dOnRIvr6+2rZtm5YvX6769evr/vvvV+//zaC6ZMkS9erVS02bNpWPj4/eeustHT58WJGRkQV5eQBQaBCkkHN160r790tPP208dzZQZWzfq5fRDiEKAHLV0aNHFRYWplmzZqlWrVqSpIoVK+ratWsO2x0/flwVKlSwPy9fvrxWrFihyZMn28dJpaen69y5c/ZtLl++rKtXryotN+5KAIAigCAF5/j5SYsXS6tXS82bG2UWS/YL8ppMRr1kbL96tfTFF9zOBwC57Nq1awoNDVXXrl3VrVs3JSYmKjExUZ06dVJsbKw++eQTnTp1SjNmzFBkZKSefPJJ+74zZ87U/fffryeeeMJe1rJlS61YsULTp09XeHi4nnjiCZUtW1b16tUrgKsDgMKHMVK4PR07Go99+6TwcGnnTmnXLslq/XMbb28pJERq2tSYmY91ogAgz6xbt06xsbGKjY3VZ599Zi8/evSo1qxZo5EjR+rVV19VuXLltHTpUgUGBkqS4uPjNXXqVK1du9ahve7du2v//v364IMP9Pvvv6tOnTr6+uuvVaJEiXy9LgAorEw2m81W0CdRkKxWq3x8fJSQkCBvb++CPp27m80mJSZKycmSq6vk6Zl9TxVQxE3Ze76gTwGSRj8QUNCngLsc/5cLHv+PkZ+cyQb0SCH3mEySl1dBnwUAAACQ5whSAADcJnorCh69FQAKCpNNAAAAAICTCFIAAABAEXfp0iXt3LlT8fHxBX0qRQZBCgAAAChEVq1apapVq8pisahBgwbav3+/JGn48OEymUz2R/Xq1TPt+9prr6lz584OZcuWLVOVKlU0cOBAVaxYUcuWLcuX6yjqCFIAAABAIXH48GH1799fU6ZM0enTp3Xfffdp4MCBkqTdu3dr9erVio+PV3x8vPbu3euwb1RUlGbPnq0PP/zQXpaQkKAhQ4Zo69atio6O1qxZszRq1Kh8vaaiiskmAAAAgEJi//79mjJlinr27ClJeuGFF9SpUyelpqZq3759evjhh+Xp6Zlpv/T0dA0aNEivvPKKqlatai+3Wq364IMP7ItpN2zYUBcuXMifiyni6JECAAAAConQ0FANGjTI/vzgwYMKDg5WdHS00tPT1aBBA5UsWVIdOnTQiRMn7Nt98sknio6OVpUqVfTNN98oOTlZkhQYGKg+ffpIklJSUjR9+nR169Ytfy+qiCJIAQAAAIVQcnKy3n//fQ0ePFixsbGqUaOGFi1apKioKFksFnvgSkxM1MSJE1W1alUdP35c06dPV4sWLXTt2jV7W5GRkSpbtqzWrl2rGTNmFNQlFSnc2gcAAAAUQhMnTlSpUqU0cOBAlShRwt6zJEmzZ89WUFCQrFarVq5cqStXrmjTpk0KCAhQamqq6tatq0WLFtnDVr169bRu3Tq98sorGjhwoJYvX15Ql1VkEKQAAACAQmbjxo2aNWuWfvrpJ5UoUSJT/b333qv09HT9/vvvOnXqlJo1a6aAAGOBaovFonr16unQoUP27U0mkxo1aqTPP/9c1apV06VLl+Tr65tfl1MkcWsfAAAAUIgcPXpUYWFhmjVrlmrVqiVJGjVqlMLDw+3bREREyMXFRYGBgapYsaLDbXySdPz4cVWoUEFbtmxxmKXP1dVVJpNJLi7EgDtFjxQAAABQSFy7dk2hoaHq2rWrunXrpsTEREnGrXnjxo1TmTJllJaWpmHDhumZZ56Rh4eHOnXqpGHDhumTTz5RaGioVqxYocjISC1btkwWi0Vz5sxRcHCwHn/8cY0bN07t2rWTt7d3AV/p3Y8oCgAAABQS69atU2xsrD777DN5eXnZHy1bttTTTz+t7t27KywsTB06dNBHH30kSfL399eaNWv0+eef67777tOHH36opUuXKjAwUOXKldPy5cv14Ycfqnbt2rp69aoWLlxYwFdZNJhsNputoE+iIFmtVvn4+CghIYFkDiDXTNl7vqBPAZJGPxCQp+3zOhc8XuOiL69fY+BGzmQDeqQAAAAAwEmMkQIAAECxRs9jwbsbex7pkQIAAAAAJ9EjBSDnbDbp8mUpOVlydZW8vCSTqaDPCgAAIN8VSI/UqlWrVLVqVVksFjVo0ED79++XJA0fPlwmk8n+qF69un2fmJgYhYSEqHTp0ho1apRunCNjy5YtqlmzpgICAjRt2rR8vx6gSIuJkcaOlR57TPL1lXx8pHvuMb76+hrlY8ca2wEAABQT+R6kDh8+rP79+2vKlCk6ffq07rvvPg0cOFCStHv3bq1evVrx8fGKj4/X3r17JUlJSUnq3LmzGjVqpN27dys2NlYLFiyQJMXFxalLly4KCwtTRESEFi9erE2bNuX3ZQFFz+rVUosWUt260rvvSps2SVar4zZWq1H+7rvGdi1aSGvWFMz5AgAA5KN8D1L79+/XlClT1LNnT5UpU0YvvPCC9u7dq9TUVO3bt08PP/ywfH195evrKy8vL0nS999/r4SEBE2bNk3VqlXTpEmTNG/ePEnS4sWLVb58eY0fP17BwcGaMGGCvQ7AbbhwQerdWwoNlSIijLLUVOO2vqzYbEa9ZGzfqZPUp4908WL+nC8AAEAByPcgFRoaqkGDBtmfHzx4UMHBwYqOjlZ6eroaNGigkiVLqkOHDjpx4oQkKTIyUs2aNZOHh4ckY2Xn2NhYe13r1q1l+t84jSZNmmjPnj3ZHj8pKUlWq9XhAeB/oqKkWrWkpUuN5+npzu2fsf1XX0k1a0rR0bl7fgAAAIVEgc7al5ycrPfff1+DBw9WbGysatSooUWLFikqKkoWi8UeuKxWq4KCguz7mUwmmc1mxcfHZ6rz9vbWmTNnsj3m5MmT5ePjY38EBgbm3QUCd5OoKKllS6NHKi3tztpKSzPaadGCMAUAAIqkAp21b+LEiSpVqpQGDhyoEiVKqE+fPva62bNnKygoSFarVRaLRW5ubg77uru76+rVq5nqMsqzM2bMGL366qv251arlTAFXLggtW0rXbly5yEqQ1qa0V6bNtL+/ZKfX+60CwAAUAgUWI/Uxo0bNWvWLIWHh6tEiRKZ6u+9916lp6fr999/l5+fn+Li4hzqL1++LFdX10x1GeXZcXNzk7e3t8MDKPaGDcudnqibZfRMDRuWu+0CAAAUsAIJUkePHlVYWJhmzZqlWrVqSZJGjRql8PBw+zYRERFycXFRYGCgQkJCFJEx6P1/+yclJcnPzy9T3d69e1WhQoX8u5hi7NKlS9q5c6fi4+ML+lRwJ1avlpYsyf0QlSEtTQoPZzY/AABQpOR7kLp27ZpCQ0PVtWtXdevWTYmJiUpMTFS9evU0btw4bdiwQevWrdPgwYP1zDPPyMPDQw8//LCsVqvmz58vSZo0aZLatGkjs9msLl26aMeOHVq/fr1SUlI0depUtW/fPr8vq8jKbs2vZcuWqUqVKho4cKAqVqyoZcuW2fe51XpgN+rQoYN9GnsUoMmTJZdcfiuoWNHxudlsHAcAAKCIyPcgtW7dOsXGxuqzzz6Tl5eX/dGyZUs9/fTT6t69u8LCwtShQwd99NFHkiSLxaK5c+fqxRdfVEBAgFatWqV33nlHkhQQEKDp06erY8eOKlOmjA4ePKhx48bl92UVSdmt+ZWQkKAhQ4Zo69atio6O1qxZszRq1Cj7ftmtB3ajxYsX64cffsjPy0FWYmKkHTscZ+fr0kU6fFhKSZH27pXuv98o//BDY6rzjMdvvxnl9epJp05Jn3xiPPfxkXr0cDxOWpq0fbu0b1/eXxMAAEA+yPcg1bVrV9lstkyPKlWqaPLkybp06ZIuXLigDz/8UKVKlbLv16VLFx0+fFiff/659u/fb78lUJIGDx6sgwcPavHixYqKilKZMmXy+7KKpOzW/LJarfrggw9Ur149SVLDhg114cIFSbrlemAZLl68qBEjRqhGjRr5fk24SXi4ZLlhzpmqVaX586XRo6UKFaRff5XmzjXqGjeWOnaUfH2NxwMPGOV9+0pvvSW1bi2VKmWsQXXDbbp2FkvW5QAAAHehAp21z1lly5ZVp06dsqwLCgpymAYddy40NNThecaaX4GBgfYZFlNSUjR9+nR169ZNkhzWAzt9+rRatWqlOXPmqFKlSvZ2RowYoW7duunatWv5dzHI2s6dfy6mKxlrP40eLWXcqvnxx8YYKrNZql1b2rrVmInvRn5+0vffS2fPGt+XKSOdO5f5WGlpxvEAAACKgAJdRwp3jxvX/MoQGRmpsmXLau3atZoxY4Yk3XI9MEnatGmTNmzYoKlTp+b7NeAmNpu0e7dj2erV0mef/fm8Rg3jFr66dY1xVL/8Il29agSnjGUDLl+W/P2NEBUSIm3cmP3xdu0yvgIAANzlCFLIkRvX/MpQr149rVu3TsHBwfbyPn36aPfu3WrevLmCg4M1e/Zs/fjjj7Jarbp+/bqef/55ffzxx5lu90MBuHxZslqzry9RQhoxwhj7VKuWdPCg9Le/GWOiUlOlOXOM7VaskBYskE6ckOrXN3qtsmO1SomJuXoZAAAABeGuurUPBSNjza+ffvrJYc0vk8mkRo0a6fPPP1e1atV06dIl+fr6Oux743pgCxcuVEhISLa3ZyKfJSffuv6NN4zb+ObONYLTjeObhgyRjh6VvLykbduksmWNcVOdOhlTqVevLoWGSn/84fxxAQAA7gL0SOGWslrza8uWLQ6z9Lm6uspkMsnFxeWW64GFh4dr1apV9kkowsPDNWTIEA0ZMiTfrwuSbrFwtVq3loYONSaOuHEMVYZz54xxU+XKGc8TE6Wnn5YiI42pz7dulZ580vnjAgAA3CXokUK2slrzS5Luu+8+zZkzR8HBwXr88cc1btw4tWvXTt7e3qpfv77GjRunMmXKKC0tTcOGDbOvB7Zt2zal3vChfOTIkWrWrJn69etXQFdYzHl5Sd7emW/vq1LF6FUaOlT637phmjrVmAp9yRLjefPmxuQRJ08az81mycPDmJnvyBFjWvWsFsb29pY8PfPskgAAAPILQQrZyljzK2PdrwxHjx7V8uXL9fLLL2vkyJFq3769Fi5cKEnq27ev9u3bp+7du8tsNqtv376aNGmSJKniTYu0enp6KiAgQAEBAfl3UfiTyWRMaX7j5BDu7tJ330mrVklff21MZy5JUVHGFOd//GGEppkzpYULpYyZF594Qlq50phIomJFYxr1m2/rM5mMyShMpvy4OgAAgDxFkEK2Mtb8ykqVKlW0L5vFVSdPnqzJkyf/ZfsLFiy4k9NDbmja1LgNL6OnsF07Y5rz2rWlG2ZbVJUq0ldfSf/3f0ZP1BdfSGPH/llfubJRZzIZC/n26mXcHngjs9k4HgAAQBFAkCpkpuw9X9CnAEmjHygmvWS9e0s3ht5vvsm+x2jsWMfwdKNp04yvNpvUoUPW26SmGscDAAAoAphsAijO6tSRHnrIWCMqL5nNUosWRk8XAABAEUCQAoq7MWOk9PS8PUZamnEcAACAIoIgBRR3nTpJYWFGr1FeMJuNW/o6dsyb9gEAAAoAQQqAMQufv3/uhymz2Wh35szcbRcAAKCAEaQAGGFn/XpjuvPcClNms9He+vWSn1/utAkAAFBIEKQAGOrWlbZvz52eqYyeqO3bjXYBAACKGIIUgD/VrSvt3y89/bTx3NlAlbF9r15GO4QoAABQRBGkADjy85MWL5ZWr5aaNzfKLJbs15cymYx6ydh+9WpjwV5u5wMAAEUYC/ICyFrHjsZj3z4pPFzauVPatUuyWv/cxttbCgmRmjY1ZuZjnSgAAFBMEKQA3Frt2tLbbxvf22xSYqKUnCy5ukqentn3VAEAABRhBCkAOWcySV5eBX0WAAAABY4xUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTbitIPfbYY9nWvfDCC7d9MgAAAABwN8jRrH3Hjh1TyZIllZqaKg8PD12/fl1nzpzR6dOn5eLiopIlS2rDhg167rnnFBUVldfnDAAAAAAFKkdBqmbNmjKZTCpdurSef/55lS5dWsuXL9e0adN0/vx5tW/fXidPntSgQYPk4eGR1+cMAAAAAAUqR7f2NWvWTI0bN9aKFStks9nk4mLs9uGHH6pu3bqqVauWLBaL3Nzc8vRkAQAAAKAwcGqMlMlkyrIsq3IAAAAAKKruaNa+3bt369KlSzp06JAuXbqkNWvWyGq15ta5AQAAAEChdEdBauPGjTp37px++eUXxcXFaf78+bpw4UJunRsAAAAAFEp3FKT+8Y9/KDg4WN27d1dwcLCWLVumoKCg3Do3AAAAACiU7nhBXsZIAQAAAChucryOlM1m09y5c1WhQgXZbDZJ0qpVq/T777/r7NmzstlsSktLy9OTBQAAAIDCIEc9Uv369dPgwYNVuXJltWrVSlarVbVq1ZKrq6sef/xx1apVS0lJSfrjjz+Unp6e1+cMAAAAAAUqRz1SEydOdHh+6dIltWnTRm3atLGXDR8+XC4uLkw2AQAAAKDIy/EYqdTUVPv3o0aNytzQ/xbp3bBhQy6cFgAAAAAUXjnqkUpISFDjxo31+uuv64knntDq1au1YcOGTJNMmEwmtWrVSs8880yenCwAAAAAFAY56pHy8fHR+++/r/fee08bNmxQdHS0mjVrph9//FFNmzbVunXr1KRJE91zzz164YUXlJKSktfnDQAAAAAFJkc9UpcvX1aHDh302GOPyWq1qlKlSnr++ec1a9YsPf/88/roo480ePBgpaSkKD09XampqSpRokRenzsAAAAAFIgcBSk/Pz+5u7vbb+Vr0aJFltuVKFFCU6dOzb2zAwAAAIBCKEe39qWkpOjy5cs6duyYTpw4kameBXkBAAAAFCc5ClI2m00zZ87Ufffdp99++00RERF68MEHdfjwYYevGQ8AAAAAKMpyFKQuX76stWvXavPmzWrYsKG+//57zZo1S//5z3/08ccf27/Onj1b77///l+2t2rVKlWtWlUWi0UNGjTQ/v37JUkxMTEKCQlR6dKlNWrUKNlsNvs+W7ZsUc2aNRUQEKBp06Y5tLd8+XJVrlxZ5cuX15IlS5y5fgAAAABwWo6ClLe3t1atWqUNGzbIbDarXLlyatCggaxWq3799VfVr19f8fHxqlu3rpo3b37Ltg4fPqz+/ftrypQpOn36tO677z4NHDhQSUlJ6ty5sxo1aqTdu3crNjZWCxYskCTFxcWpS5cuCgsLU0REhBYvXqxNmzZJMsJXnz59NH78eP3www+aMGGCDh48eGc/FQAAAAC4hRwvyCtJEydOlCQ9+OCDSk5O1pkzZ3To0CElJyfr7bff1osvvviXbezfv19TpkxRz549VaZMGb3wwgvau3evvv/+eyUkJGjatGmqVq2aJk2apHnz5kmSFi9erPLly2v8+PEKDg7WhAkT7HVz585V69atNXDgQNWtW1cvvviiFi1a5OzPAQAAAAByLEez9j399NOqU6eOLBZj8xIlSqhbt246e/asrl27pm3btun69ev69NNP5evrq8mTJ2fbVmhoqMPzgwcPKjg4WJGRkWrWrJk8PDwkSfXq1VNsbKwkKTIyUq1bt7ZPatGkSRONHj3aXvf444/b22vSpIn+9a9/ZXv8pKQkJSUl2Z9brdac/AgAAAAAwC5HPVLdu3fX0qVLdfXqVe3bt0+pqakaMWKEunbtqkceeUSvvfaa3nrrLS1YsCDbqdGzkpycrPfff1+DBw+W1WpVUFCQvc5kMslsNis+Pj5Tnbe3t86cOSNJt6zLyuTJk+Xj42N/BAYG5vh8gaLs/PnzCgoK0rFjx+xl8+fPV506deTr66uwsDCdP3/eXnerMY1z5sxRuXLlVKJECbVq1Uq///57fl4KAABAnstRkOrZs6eio6M1YsQIPfLII5oyZYoeeeQRhYSEqEGDBmrVqpVatWqlZ555Rp06dcrxwSdOnKhSpUpp4MCBslgscnNzc6h3d3fX1atXM9VllEu6ZV1WxowZo4SEBPvj5MmTOT5foKg6f/68QkNDHULU+vXrNXz4cE2fPl1RUVGyWq3q1q2bJN1yTOP27ds1fvx4LVq0SEePHpXNZtPIkSML4KoAAADyTo5u7cvw5ptv6oknnlCjRo0kSR07drztA2/cuFGzZs3STz/9pBIlSsjPz08xMTEO21y+fFmurq7y8/NTXFxcpnJJt6zLipubW6bABhR3vXr1Uu/evbVz50572cKFC9WvXz+1bdtWkvTuu++qdu3aunjxorZu3Wof0+jh4aFJkyZp6NCh6t+/v3777Td9+umnatOmjSSpf//+evfddwvkugAAAPKKU5NNSLKHqDtx9OhRhYWFadasWapVq5YkKSQkRBEREQ7bJCUlyc/PL1Pd3r17VaFChSz3u7EOQM589tlnGj58uEPZ+fPnValSJftzs9ls/3qrMY39+/fXE088Yd8vYxwkAABAUeJ0kLpT165dU2hoqLp27apu3bopMTFRiYmJatmypaxWq+bPny9JmjRpktq0aSOz2awuXbpox44dWr9+vVJSUjR16lS1b99ekjF+68svv1R0dLQSExM1Y8YMex2AnLlxnGGGhg0b6rvvvlN6erokacGCBQoJCZGPj88txzTe6OLFi/r00081ePDgvL0AAACAfObUrX25Yd26dYqNjVVsbKw+++wze/nRo0c1d+5chYWFadSoUXJxcdHmzZslSQEBAZo+fbo6duwoT09P+fr62sdj1K9fXy+99JIaN24sd3d3BQcHa8iQIfl9WUCRM3LkSG3ZskUNGzZUyZIl9dNPP2nhwoWSMo9NlP4cn1i6dGl72dChQ/Xggw86zKwJAABQFOR7kOratavD7F43qlKlig4fPqw9e/aoWbNm8vf3t9cNHjxY7du314EDB9SyZUt5enra695++2316dNHp0+fVqtWrW45RgpAzvj6+mrbtm06dOiQ3nvvPV26dEm9e/eWpFuOaczw+eefa9OmTYqMjMzX8wYAAMgP+R6k/krZsmWznfkvKCgoy1uQJKlWrVr28VYAck/58uW1YsUKzZkzxz5OKiQkJFOPcsaYRknavXu3hg0bpm+++UZlypQpkPMGAADIS/k+RgrA3WXmzJm6//77HSaQePjhh7Md03ju3Dl17txZ//jHP9S4cWP7OEgAAICipND1SAEoPOLj4zV16lStXbvWodxisWQ7pnHJkiU6e/asxo8fr/Hjx9v3ye6WXgAAgLsRQQqA3c1hp3Tp0rpw4UKW23bp0iXLMY0vvfSSXnrppTw/VwAAgIJEkAIKwJS95wv6FHKJRSrfVNEnbNKJu+uaRj8QUNCnAAAA7mKMkQIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcFKBBanz588rKChIx44ds5cNHz5cJpPJ/qhevbq9LiYmRiEhISpdurRGjRolm81mr9uyZYtq1qypgIAATZs2LT8vAwAAAEAxVCBB6vz58woNDXUIUZK0e/durV69WvHx8YqPj9fevXslSUlJSercubMaNWqk3bt3KzY2VgsWLJAkxcXFqUuXLgoLC1NERIQWL16sTZs25fMVAQAAAChOCiRI9erVS71793YoS01N1b59+/Twww/L19dXvr6+8vLykiR9//33SkhI0LRp01StWjVNmjRJ8+bNkyQtXrxY5cuX1/jx4xUcHKwJEybY6wAAAAAgLxRIkPrss880fPhwh7Lo6Gilp6erQYMGKlmypDp06KATJ05IkiIjI9WsWTN5eHhIkurVq6fY2Fh7XevWrWUymSRJTZo00Z49e7I9dlJSkqxWq8MDAAAAAJxRIEEqKCgoU1lsbKxq1KihRYsWKSoqShaLRYMGDZIkWa1Wh31MJpPMZrPi4+Mz1Xl7e+vMmTPZHnvy5Mny8fGxPwIDA3PxygAAAAAUB5aCPoEMffr0UZ8+fezPZ8+eraCgIFmtVlksFrm5uTls7+7urqtXr2aqyyjPzpgxY/Tqq6/an1utVsIUAAAAAKcUmiB1s3vvvVfp6en6/fff5efnp5iYGIf6y5cvy9XVVX5+foqLi8tUnh03N7dMoQwAAAAAnFFo1pEaNWqUwsPD7c8jIiLk4uKiwMBAhYSEKCIiwl539OhRJSUlyc/PL1Pd3r17VaFChXw9dwAAAADFS6EJUvXr19e4ceO0YcMGrVu3ToMHD9YzzzwjDw8PPfzww7JarZo/f74kadKkSWrTpo3MZrO6dOmiHTt2aP369UpJSdHUqVPVvn37Ar4aAAAAAEVZobm1r2/fvtq3b5+6d+8us9msvn37atKkSZIki8WiuXPnKiwsTKNGjZKLi4s2b94sSQoICND06dPVsWNHeXp6ytfX177GFAAAAADkhQINUjabzeH55MmTNXny5Cy37dKliw4fPqw9e/aoWbNm8vf3t9cNHjxY7du314EDB9SyZUt5enrm6XkDAAAAKN4KTY9UTpQtW1adOnXKsi4oKCjLadUBAAAAILcVmjFSAAAAAHC3IEgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4CSCFAAAAAA4iSAFAAAAAE4iSAEAAACAkwhSAAAAAOAkghQAAAAAOIkgBQAAAABOIkgBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQAAAICTCFIAAAAA4KQCC1Lnz59XUFCQjh07Zi+LiYlRSEiISpcurVGjRslms9nrtmzZopo1ayogIEDTpk1zaGv58uWqXLmyypcvryVLluTXJQAAAAAopgokSJ0/f16hoaEOISopKUmdO3dWo0aNtHv3bsXGxmrBggWSpLi4OHXp0kVhYWGKiIjQ4sWLtWnTJklG+OrTp4/Gjx+vH374QRMmTNDBgwcL4KoAAAAAFBcFEqR69eql3r17O5R9//33SkhI0LRp01StWjVNmjRJ8+bNkyQtXrxY5cuX1/jx4xUcHKwJEybY6+bOnavWrVtr4MCBqlu3rl588UUtWrQo368JAAAAQPFRIEHqs88+0/Dhwx3KIiMj1axZM3l4eEiS6tWrp9jYWHtd69atZTKZJElNmjTRnj177HWPPvqovZ0b67KSlJQkq9Xq8AAAAAAAZxRIkAoKCspUZrVaHcpNJpPMZrPi4+Mz1Xl7e+vMmTNZ7ndjXVYmT54sHx8f+yMwMDA3LgkAAABAMVJoZu2zWCxyc3NzKHN3d9fVq1cz1WWUZ7XfjXVZGTNmjBISEuyPkydP5vKVAAAAACjqLAV9Ahn8/PwUExPjUHb58mW5urrKz89PcXFxmcoz9suuLitubm6ZAhsAAAAAOKPQ9EiFhIQoIiLC/vzo0aNKSkqSn59fprq9e/eqQoUKWe53Yx0AAAAA5IVCE6QefvhhWa1WzZ8/X5I0adIktWnTRmazWV26dNGOHTu0fv16paSkaOrUqWrfvr0kqXv37vryyy8VHR2txMREzZgxw14HAAAAAHmh0NzaZ7FYNHfuXIWFhWnUqFFycXHR5s2bJUkBAQGaPn26OnbsKE9PT/n6+trXmKpfv75eeuklNW7cWO7u7goODtaQIUMK7kIAAAAAFHkFGqRsNpvD8y5duujw4cPas2ePmjVrJn9/f3vd4MGD1b59ex04cEAtW7aUp6enve7tt99Wnz59dPr0abVq1eqWY6QAAAAA4E4Vmh6pDGXLllWnTp2yrAsKCspy6nRJqlWrlmrVqpWXpwYAAAAAkgrRGCkAAAAAuFsQpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEmFLkgNHz5cJpPJ/qhevbokKSYmRiEhISpdurRGjRolm81m32fLli2qWbOmAgICNG3atII6dQAAAADFRKELUrt379bq1asVHx+v+Ph47d27V0lJSercubMaNWqk3bt3KzY2VgsWLJAkxcXFqUuXLgoLC1NERIQWL16sTZs2FexFAAAAACjSClWQSk1N1b59+/Twww/L19dXvr6+8vLy0vfff6+EhARNmzZN1apV06RJkzRv3jxJ0uLFi1W+fHmNHz9ewcHBmjBhgr0OAAAAAPJCoQpS0dHRSk9PV4MGDVSyZEl16NBBJ06cUGRkpJo1ayYPDw9JUr169RQbGytJioyMVOvWrWUymSRJTZo00Z49e7I9RlJSkqxWq8MDAAAAAJxRqIJUbGysatSooUWLFikqKkoWi0WDBg2S1WpVUFCQfTuTySSz2az4+PhMdd7e3jpz5ky2x5g8ebJ8fHzsj8DAwDy9JgAAAABFT6EKUn369NHu3bvVvHlzBQcHa/bs2frxxx+Vnp4uNzc3h23d3d119epVWSwWh7qM8uyMGTNGCQkJ9sfJkyfz7HoAAAAAFE2Wgj6BW7n33nuVnp6usmXLKiYmxqHu8uXLcnV1lZ+fn+Li4jKVZ8fNzS1TKAMAAAAAZxSqHqlRo0YpPDzc/jwiIkIuLi6qW7euIiIi7OVHjx5VUlKS/Pz8FBIS4lC3d+9eVahQIV/PGwAAAEDxUqiCVP369TVu3Dht2LBB69at0+DBg/XMM8+oXbt2slqtmj9/viRp0qRJatOmjcxms7p06aIdO3Zo/fr1SklJ0dSpU9W+ffsCvhIAAAAARVmhurWvb9++2rdvn7p37y6z2ay+fftq0qRJslgsmjt3rsLCwjRq1Ci5uLho8+bNkqSAgABNnz5dHTt2lKenp3x9fe1rTAEAAABAXihUQUoyZtWbPHlypvIuXbro8OHD2rNnj5o1ayZ/f3973eDBg9W+fXsdOHBALVu2lKenZ36eMgAAAIBiptAFqVspW7asOnXqlGVdUFCQwzToAAAAAJBXCtUYKQAAAAC4GxCkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHASQQoAAAAAnESQAgAAAAAnEaQAAAAAwEkEKQAAAABwEkEKAAAAAJxEkAIAAAAAJxGkAAAAAMBJBCkAAAAAcBJBCgAAAACcRJACAAAAACcRpAAAAADASQQpAAAAAHBSkQlSMTExCgkJUenSpTVq1CjZbLaCPiUAAAAARVSRCFJJSUnq3LmzGjVqpN27dys2NlYLFiwo6NMCAAAAUEQViSD1/fffKyEhQdOmTVO1atU0adIkzZs3r6BPCwAAAEARZSnoE8gNkZGRatasmTw8PCRJ9erVU2xsbJbbJiUlKSkpyf48ISFBkmS1WvP+RHPgeuLlgj4FSLJaXfO0fV7ngsdrXDzwOhd9vMZFX16/xhKvc2GQH69zTmRkgpwMEzLZisBgohEjRuj69euaNWuWveyee+7Rr7/+qtKlSzts+/rrr+uNN97I71MEAAAAcJc4efKkKlaseMttikSPlMVikZubm0OZu7u7rl69milIjRkzRq+++qr9eXp6ui5evCh/f3+ZTKZ8Od+izGq1KjAwUCdPnpS3t3dBnw7yAK9x8cDrXPTxGhcPvM5FH69x7rLZbLp8+bLKly//l9sWiSDl5+enmJgYh7LLly/L1TVzF6Gbm1um0OXr65uXp1cseXt785+5iOM1Lh54nYs+XuPigde56OM1zj0+Pj452q5ITDYREhKiiIgI+/OjR48qKSlJfn5+BXhWAAAAAIqqIhGkHn74YVmtVs2fP1+SNGnSJLVp00Zms7mAzwwAAABAUVQkbu2zWCyaO3euwsLCNGrUKLm4uGjz5s0FfVrFkpubmyZOnJjp9kkUHbzGxQOvc9HHa1w88DoXfbzGBadIzNqX4ezZs9qzZ4+aNWsmf3//gj4dAAAAAEVUkQpSAAAAAJAfisQYKeQPm82m9PT0gj4NAAAAoMARpJBjq1evVoMGDZSQkCBJ6t27t8aOHWuvv3btWpb7zZw5U08//bQkacmSJWrTpk3enyxuy52G5ZUrVzrMoInCKzk5WWvXrs3Ryu24u1y5ckWpqal/uV16erquXr2aqZz37OKD9+zC705+L58/f147duzI5TPCjQhSyJHk5GS99tpr6tatm31u/RIlSsjLy0uS9O2336pq1aravXt3pn1LlCihkiVLSpJKliwpd3f3/DtxOOV2w3KGzz77TLt27crTc0TuWLlypfr27asLFy7kaHs+XN8d0tLSVLt2bdWuXVt16tRRnTp15Obmppo1a6p69ery9PS0l9etWzfL15H37MLvTsNyBt6zC787+b3873//WwMGDFBSUlKen2dxVSRm7UPee+GFFxQbG6v+/fvby0wmk3777Tc98cQTOnLkiGbNmqVGjRo51W5iYqLMZrP9lzYKTkZY7tGjR7ZhedCgQfr222+VmJioTp066Z577pGHh4dcXIy/yRw6dEj79+/XnDlz7O0mJSXJ29tbe/bsyf+Lgp3NZpPJZLJ/P3nyZL311lsKCAhw2C49PV0mk8m+bQY+XN8dzGazjh075lB2//33a9u2bTp16pRGjhyp9evX33b7vGcXvIyw7ObmphIlSkiSfvvtN1WtWlUpKSk6e/asqlSpIsn4v+7j46NJkybxnn0Xcub3cuPGjR3e569du6bp06dr/vz5mWbzS0tLY4mgXEKQwi2lp6dr6NCh2rNnj/2DU0pKin744Qft3LlTSUlJevPNNxUWFmZ/Y5aM//wlSpTI9GHsRvv27VOPHj3UunVrzZ49O8+vBbfmbFi+cuWKw/7Xr1+Xj4+P9uzZo9KlS+frueOvvfnmm5o+fbrMZrOSkpJ07do1jRs3TuPGjbNvk5qaqsTERG3evFktWrTIcdt8uL778Z5997idsGyz2XjPvgs5+3t54MCB+vrrr+Xi4qKrV68qJSVFffv2dWgzJSVFiYmJOn78uCpWrJiv11MUEaRwSydOnNB///tfrVq1SrVr15YkDRgwQHFxcfL19VXXrl3Vp08f+/b//e9/1bBhQ7Vo0UIHDx6UyWRScnKyevbsad8mISFBL7/8spYsWaLhw4frpZdeyvfrwp9uNyw/8sgjOn/+vP15cnKyUlNT1bJly0zHmDZtmtq1a5f3F4NsTZgwQRMmTNDVq1dVq1Ytvf766/rb3/6m+Ph4+fv7Z/kBmg/Xd68qVaooNTVVFotFp0+fVsOGDZWamqr4+HhVqVJFKSkpKl++vP22Lt6zizaTycR79l3kdn8vz5s3T/PmzdPvv/+umjVravXq1XrooYeUmJgoPz+/grqcIo0ghVuqUqWKdu7cKcn4j52enq7PP/9cLi4uGjBggI4fP27vSj5z5oyaNm2q9evX6+eff7a38cknn+inn36yP4+KitJjjz2mgwcPytfXN78vCTe53bB8/PhxzZw5U6GhoVqzZo0aNGig8uXLS5K+//57tWvXTmazWQ0aNGBCg0Jk1KhRql27tvr166eYmBjVrVtX169fz3IhRz5c373c3d313XffqXr16ipXrpyOHj2q6Ohoe2/FgQMH9Pe//92+Pe/Zdx9nwzLv2XeP2/29nOG5555Tnz591Lp1a3333Xd67rnn9Pvvv+f7dRQHTDaBHKtcubLS09Pl4uKijz76SFWqVNE333yje+65RwEBAapfv746duyY5V+3btSyZUu9/vrr/EIuJDLCcsbrmxGW165dq5o1a9rDsiR7WN6yZYtKlSplb+Onn37SoEGDJEn79+9Xjx49dPDgQXs9q60XvPT0dL355ptaunSp5s2bJ0n2v3S6urpKMu6bv3Lliv31/vnnn5WQkKBLly5p2rRpDu1FRUXJ19dXBw8e1D//+U95enrm49Xgr1gsxt9Jjxw5In9//yzHQ9yqp/FGvGcXTu7u7tq8ebOOHTumgIAAHT16VGvWrNFDDz2kY8eOacOGDfb/25J4z76L3O7v5evXr+uFF17Qr7/+qnfffVeS8e/kxn8HqampmW7zxO2jRwq3lJ6errS0NJUoUUL79++3ly9ZskQTJ07UhAkTHLZPTk526GbG3SWrsPzpp59q2bJlkowPXhlhOeODWkJCgl555RV9/PHHstlsevfdd/Xiiy+qevXqSktLK8jLwQ1sNpvmzp0rFxcXNW3aVCaTyT7rV1BQkCTj/3tSUpL279//l7eBZHy4RuE2c+ZM9ejRQ5Lk4uKiuLg47dmzR2fPni3gM8OdcjYs8559d3Lm97LVatXixYvl4eGhWrVqSTLGwp0/f94+AUl6erosFouOHDlSUJdUpBCkcEvr1q3T448/nukNOi0tTY8//rjDm3R6erpsNpvi4+P5y+Vd5E7D8nvvvaf/+7//k4uLiyZNmqTSpUvLx8dHy5cv15dffplv14FbyxigbjKZ7DM2HTt2TEFBQZkGrqNo2LJli77++mtFRkZKMv7K7ebmpieeeMIernD3czYs855d+N3u72VfX18lJCQoPT3d/rlt8+bN6tevH+/zeYSuA9xS27ZtlZKSotTUVIfHgw8+qB9++MGhLD09XdevX5evr6+OHTumJUuWaPDgwZo0aVK27aenp2vp0qW6fv16Pl4VbrRu3Tq5urrKYrE4PP7zn//o8ccfdyhzcXGRm5ubLl26JMno5Rg+fLiioqIUExOjZs2aafLkyYqJidFvv/2m+vXrF+zFwYHJZNK8efPUuXPnTGvQzJkzR/379+cv0kVIq1at9PPPP9unTfb29tbPP/+skydP6vnnn3fYlvfsu1NGWH7llVckOYblrKa55z377nAnv5dNJpNef/11Pffcc5na/ec//6nx48fn89UUbfRI4ZayW2cgu5W23dzcFBERoZYtW+qxxx5TaGiofH197X8Zc3Nz02+//Sar1Spvb29t2bJFffv21fHjx1WuXLk8vRZkLSMsZ9z2keGhhx7SG2+8kWnBzqSkJLm5uSktLU1Xr15V/fr17TO7/fHHH4qMjNS4ceOUnp6uXr165eel4C9s375dw4cP18yZMzO93m3atNHbb7+tsLAwhYeHy2Kx6NixY4qIiNCWLVu0Zs0aPfroo1m2m56eruXLl6tLly6sL1VIpKWlqWPHjg5jI26UnJyse+65R5J4z76LtWrVSp07d84UliXpwIEDDovt8p5997jd38uStHTpUr3//vtasWJFpnafeOIJtWvXTleuXMk07hW3hyCF25KSkpLtStnNmzfXqVOnVLZsWUnS9OnTdfz4cUnSgw8+KD8/P1WuXFk2m02urq6aNGkSv5AL0O2EZUm6evWqSpUqpTNnztjr2rRpo379+jmsW7Fu3bpcPmPcjq1bt6pLly764IMPNGDAAEnGWIkMVatW1aZNm9SiRQv1799fQ4YM4cP1Xez69ev68ccfVb169SzrDxw4oL/97W+SeM++WzkTliXes+8mt/t7edmyZRowYICWL1+uDh06SDLe5zOGYYSEhGjdunV69NFHVapUKb355pt5dAXFB0EKt+XGv3JlJeMXsiT7LQeS5OPjo4iIiDw7L+SeW4VlyfilfLPk5GSlpKRIMv5C9tVXXykpKYn1KwqBbdu26Y033rDf7jF06FAtWLBADz74oH2bqlWras2aNTp//jwfru9ykZGRt5xJ8f7773d4H+c9++7jTFiWeM8uCv7q9/LGjRu1cOFCdezYUZLUtWtX/fDDD+revbt9m5CQEH399dcOIRu3z2RjsQAAuSQqKkr33nuv/UNZSkqKSpQoUcBnhaz8+uuviouLU9OmTTPdPgKg8LNarfL09LyjmXJ5zy7a9u7dq/T0dDVs2DDHyx3AOQQpAAAAAHASs/YBAAAAgJMIUgAAAADgJIIUAAAAADiJIAUAAAAATiJIAQCQAxcvXtS1a9ckGWv4AACKN4IUAKBI6t+/v9zd3eXr63vLh5eXl5566ilJxro6JpMpy0Uv586dq549e2rbtm1q27atUlNT8/uSAACFCIuHAACKpJIlS2r06NF6/fXXc7xPiRIlZDab5eLioqtXr8psNsvV1VUmk0kVKlSQp6enWrZsqSeffFKXLl1SQEBA3l0AAKBQI0gBAIqkGxcqPXz4sKxWqx544AF72f79+zVs2DB98sknql69uiQ5LFrZokUL/frrr3Jzc5PJZFJKSoquXbumgIAAJScnKzw8XP/5z3/y74IAAIUKt/YBAIq8r7/+Wg8++KBmzJhhLxs9erRMJpMqVaokSTpw4IBWrlwpm82mVatWaf369UpMTNSFCxd0/vx5rVmzRg8//LDOnz+vhIQEQhQAFHP0SAEAiryRI0fqgQceUN++fbV3716FhIRox44diomJkaurqyTpzJkz2rVrl2w2m37++WclJiZq8uTJ9jamTJmihIQESVK1atW0atUq1a1bt0CuBwBQ8OiRAgAUC4899ph+/vln7dmzR0OHDtWUKVNUtmxZe/2jjz6qt99+Wy4uLnr77bdVvnx5eXp6KiYmRqmpqfL399elS5d04cIFnT59WsHBwQV4NQCAgkaQAgAUGxaLRZcuXVLl/2/vjl0ahwIAjH+HpVUoIhRd3Tq5BEoGEQQXB4t2cCki0sH/wUHHDv4HLuJYKIi74CAdBDehQ7VaF4VuLi5GTG66cg7nXeBEab/fGF7Cy/iR915mZ6nX63S73T+O/X2/FMD09DT9fp9Op0MYhoyPj3/2dCVJ35ghJUkaCf1+n+XlZarVKtfX1wRBwMLCAnd3d/90/9jYGIVCgePjY5aWlj55tpKk786QkiQNvWazSalUolwus7+/Ty6Xo9lsEoYhKysrRFH0bvz9/T1PT088Pz8zNzdHJpMhjmOCIODo6IhyufxFbyJJ+i48bEKSNNRubm7Y2dmhXq+ztbU1uJ7JZGg0GpydnZHNZonjmFarxdvbG/Pz85yfn9NutwfPKBQKBEHAxcUFpVKJKIoGB1VIkkaPX6QkSUMpjmMAisUit7e37yLql3w+z9raGgCNRoNarcbBwQG9Xo+Hhwf29vYIgoCNjQ0eHx85PDwkiiJarRaLi4sf7rGSJA23H0mSJF89CUmS/rdarcbJyQlTU1N/Hfvy8kKn0yGbzTIxMQHA5uYmMzMzbG9vk8vlqFQqrK6uEoYh6+vrFItFrq6u3v34V5I0OgwpSdJIS5KE19fXD5fpXV5ecnp6yu7uLgDtdpvJycnBz3wlSaPHkJIkSZKklFyPIEmSJEkpGVKSJEmSlJIhJUmSJEkpGVKSJEmSlJIhJUmSJEkpGVKSJEmSlJIhJUmSJEkpGVKSJEmSlNJPyvc/+9DGllkAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "id": "d8d293c6-1dd2-4ba1-b9a4-94a0bebd21b6",
   "metadata": {},
   "source": [
    "## 簇状柱形折线图"
   ]
  },
  {
   "cell_type": "code",
   "id": "9458c212-806a-457e-bb72-cb3256789b49",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T08:17:35.563135Z",
     "start_time": "2025-01-04T08:17:35.368153Z"
    }
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "def create_sales_comparison_chart():\n",
    "    # 设置中文字体和负号显示\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "    # 区域列表\n",
    "    region_list = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "    # 2022年的销量列表\n",
    "    sales_2022_list = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "    # 2021年的销量列表\n",
    "    sales_2021_list = [2021, 1563, 3213, 2531, 2631, 2361]\n",
    "    # 同比增长率列表\n",
    "    growth_rate_list = [16, 22, 10, 7, 10, 9]\n",
    "\n",
    "    # 柱状图的宽度\n",
    "    bar_width_val = 0.35\n",
    "    # 区域的索引\n",
    "    index_arr = np.arange(len(region_list))\n",
    "\n",
    "    # 创建图形和轴对象，并设置图形尺寸\n",
    "    fig, ax_primary = plt.subplots(figsize=(10, 6))\n",
    "    # 绘制2022年销量的柱状图\n",
    "    bar_2022 = ax_primary.bar(index_arr - bar_width_val / 2, sales_2022_list, bar_width_val, label='2022年销量',\n",
    "                              color='#CECCE5')\n",
    "    # 绘制2021年销量的柱状图\n",
    "    bar_2021 = ax_primary.bar(index_arr + bar_width_val / 2, sales_2021_list, bar_width_val, label='2021年销量',\n",
    "                              color='#C3E2EC')\n",
    "\n",
    "    # 为2022年销量柱状图添加数据标签\n",
    "    for i in range(len(sales_2022_list)):\n",
    "        ax_primary.text(i - bar_width_val / 2, sales_2022_list[i] + 50, str(sales_2022_list[i]), ha='center',\n",
    "                        va='bottom', color='black')\n",
    "    # 为2021年销量柱状图添加数据标签\n",
    "    for i in range(len(sales_2021_list)):\n",
    "        ax_primary.text(i + bar_width_val / 2, sales_2021_list[i] + 50, str(sales_2021_list[i]), ha='center',\n",
    "                        va='bottom', color='black')\n",
    "\n",
    "    # 创建一个与 ax_primary 共享 x 轴的辅助轴\n",
    "    ax_secondary = ax_primary.twinx()\n",
    "    # 绘制同比增长率的折线图\n",
    "    line_growth = ax_secondary.plot(index_arr, growth_rate_list, color='#e74c3c', marker='o', linestyle='-',\n",
    "                                    linewidth=2, label='同比增长率')\n",
    "\n",
    "    # 设置辅助轴的 y 轴范围\n",
    "    ax_secondary.set_ylim(0, max(growth_rate_list) * 1.5)\n",
    "\n",
    "    # 为同比增长率的折线图添加数据标签\n",
    "    for i in range(len(growth_rate_list)):\n",
    "        ax_secondary.text(i, growth_rate_list[i] + 0.005, f'{growth_rate_list[i]}%', ha='center', va='bottom',\n",
    "                          color='black')\n",
    "\n",
    "    # 设置 x 轴标签\n",
    "    ax_primary.set_xlabel('区域')\n",
    "    # 设置主 y 轴标签\n",
    "    ax_primary.set_ylabel('销量（单位：件）')\n",
    "    # 设置辅助 y 轴标签\n",
    "    ax_secondary.set_ylabel('同比增长率 (%)')\n",
    "    # 设置图表标题\n",
    "    ax_primary.set_title('2022 vs 2021 销量对比及同比增长率')\n",
    "    # 设置 x 轴刻度\n",
    "    ax_primary.set_xticks(index_arr)\n",
    "    # 设置 x 轴刻度标签\n",
    "    ax_primary.set_xticklabels(region_list)\n",
    "    # 显示主轴的图例，位置在左上角\n",
    "    ax_primary.legend(loc='upper left')\n",
    "    # 显示辅助轴的图例，位置在右上角\n",
    "    ax_secondary.legend(loc='upper right')\n",
    "    # 自动调整布局\n",
    "    plt.tight_layout()\n",
    "    # 显示图表\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# 调用函数创建销售对比图表\n",
    "create_sales_comparison_chart()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "id": "762ec43d-cee6-4925-93f3-fc9b97b0d10c",
   "metadata": {},
   "source": [
    "## 复合柱形图"
   ]
  },
  {
   "cell_type": "code",
   "id": "c2729b7c-cac6-40d1-a700-7fb0cc2521a6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-04T08:18:34.610117Z",
     "start_time": "2025-01-04T08:18:34.440128Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 设置中文字体和负号显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 定义月份、月度销量和季度销量\n",
    "months = [\"1月\", \"2月\", \"3月\", \"4月\", \"5月\", \"6月\", \"7月\", \"8月\", \"9月\", \"10月\", \"11月\", \"12月\"]\n",
    "monthly_sales = [2354, 1902, 3524, 2698, 2896, 2563, 3156, 2896, 3621, 2635, 2963, 2789]\n",
    "quarterly_sales = [7780, 7780, 7780, 8157, 8157, 8157, 9673, 9673, 9673, 8387, 8387, 8387]\n",
    "\n",
    "# 定义X轴分组和标签\n",
    "x_positions = [0, 1, 2, 4, 5, 6, 8, 9, 10, 12, 13, 14]\n",
    "group_labels = [\"Q1\", \"Q2\", \"Q3\", \"Q4\"]\n",
    "\n",
    "# 定义季度颜色\n",
    "quarter_colors = ['#4a4a8c', '#8c4a4a', '#4a8c4a', '#8c4a8c']\n",
    "\n",
    "# 定义月度颜色\n",
    "monthly_colors = ['#6a87ff', '#6a87ff', '#6a87ff', '#ff8b4b', '#ff8b4b', '#ff8b4b',\n",
    "                  '#a87332', '#a87332', '#a87332', '#b84d9b', '#b84d9b', '#b84d9b']\n",
    "\n",
    "# 创建图形和坐标轴\n",
    "fig, ax = plt.subplots(figsize=(12, 7))\n",
    "bar_width = 0.4\n",
    "spacing = 1.5\n",
    "\n",
    "\n",
    "def plot_monthly_bars(ax, x_positions, monthly_sales, monthly_colors, bar_width):\n",
    "    \"\"\"绘制月度销量柱状图并添加标签\"\"\"\n",
    "    for i, (x, sale) in enumerate(zip(x_positions, monthly_sales)):\n",
    "        ax.bar(x, sale, width=bar_width, color=monthly_colors[i])\n",
    "        ax.text(x, sale + 100, str(sale), ha='center', va='bottom', color='white', fontsize=10)\n",
    "\n",
    "\n",
    "def plot_quarterly_bars(ax, x_positions, quarterly_sales, quarter_colors, bar_width, spacing):\n",
    "    \"\"\"绘制季度销量柱状图并添加标签\"\"\"\n",
    "    for i in range(0, len(x_positions), 3):\n",
    "        group_x = np.mean(x_positions[i:i + 3])\n",
    "        ax.bar(group_x, quarterly_sales[i], width=bar_width * 3 + spacing, color=quarter_colors[i // 3], alpha=0.6)\n",
    "        ax.text(group_x, quarterly_sales[i] + 200, str(quarterly_sales[i]), ha='center', va='bottom', color='black',\n",
    "                fontsize=12)\n",
    "\n",
    "\n",
    "# 绘制月度销量柱状图\n",
    "plot_monthly_bars(ax, x_positions, monthly_sales, monthly_colors, bar_width)\n",
    "\n",
    "# 绘制季度销量柱状图\n",
    "plot_quarterly_bars(ax, x_positions, quarterly_sales, quarter_colors, bar_width, spacing)\n",
    "\n",
    "# 设置X轴标签\n",
    "ax.set_xticks([np.mean(x_positions[i:i + 3]) for i in range(0, len(x_positions), 3)])\n",
    "ax.set_xticklabels(group_labels)\n",
    "\n",
    "# 设置标题和坐标轴标签\n",
    "ax.set_xlabel('季度')\n",
    "ax.set_ylabel('销量')\n",
    "ax.set_title('2021年各月化妆品销量走势\\n2021年第三季度销量最多9673，9月单月销量最大3621')\n",
    "\n",
    "# 添加注释\n",
    "plt.figtext(0.1, -0.05, '*注：数据源于公司销售系统，统计日期截至2021.12.31', ha=\"left\", fontsize=10, color=\"grey\")\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "id": "a243eeb8-0b26-4977-a10a-46808313bb42",
   "metadata": {},
   "source": [
    "## 滑珠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "949d11f2-64b9-447f-a3ed-76f1424b8656",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "def create_completion_rate_chart():\n",
    "    # 设置中文字体和负号显示\n",
    "    plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "    # 区域列表\n",
    "    region_list = ['华东', '西北', '东北', '华北', '华南']\n",
    "    # 完成率列表\n",
    "    completion_rate_list = [35, 51, 62, 74, 86]\n",
    "    # 未完成率列表\n",
    "    not_completion_rate_list = [65, 49, 38, 26, 14]\n",
    "    # 颜色列表\n",
    "    color_list = ['#ff9999', '#66b3ff', '#99ff99', '#ffcc99', '#c2c2f0']\n",
    "\n",
    "    # 创建图形和轴对象并设置尺寸\n",
    "    fig, ax_main = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "    # 循环遍历区域列表\n",
    "    for i in range(len(region_list)):\n",
    "        # 绘制完成率的水平柱状图\n",
    "        ax_main.barh(i, completion_rate_list[i], color=color_list[i], edgecolor='white', height=0.4)\n",
    "        # 绘制未完成率的水平柱状图，位置从完成率结束处开始\n",
    "        ax_main.barh(i, not_completion_rate_list[i], left=completion_rate_list[i], color='lightgray', edgecolor='white',\n",
    "                     height=0.4)\n",
    "        # 绘制代表完成率的圆形标记\n",
    "        ax_main.plot(completion_rate_list[i], i, 'o', markersize=40, color=color_list[i], markeredgewidth=2,\n",
    "                     markeredgecolor='white')\n",
    "        # 在完成率柱状图上添加完成率的文本标签\n",
    "        ax_main.text(completion_rate_list[i], i, f\"{completion_rate_list[i]}%\", va='center', ha='center', color='white',\n",
    "                     fontsize=20,\n",
    "                     fontweight='bold')\n",
    "\n",
    "    # 设置 x 轴标签\n",
    "    ax_main.set_xlabel('百分比 (%)')\n",
    "    # 设置图表标题\n",
    "    ax_main.set_title('2022年上半年产品销量目标达成率情况\\n华南完成率最高达到86%，华东最低35%')\n",
    "    # 设置 y 轴刻度\n",
    "    ax_main.set_yticks(range(len(region_list)))\n",
    "    # 设置 y 轴刻度标签\n",
    "    ax_main.set_yticklabels(region_list)\n",
    "    # 反转 y 轴，使第一个区域在最上方\n",
    "    ax_main.invert_yaxis()\n",
    "\n",
    "    # 在图表底部添加注释\n",
    "    plt.figtext(0.1, -0.05, '*注：数据源于公司销售系统，统计日期截至2022.06.30', ha=\"left\", fontsize=10, color=\"grey\")\n",
    "    # 设置 x 轴范围\n",
    "    plt.xlim(0, 100)\n",
    "    # 绘制 x 轴网格线\n",
    "    plt.grid(axis='x', linestyle='--', alpha=0.7)\n",
    "    # 显示图表\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# 调用函数创建完成率图表\n",
    "create_completion_rate_chart()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32f14858-deb5-4d71-a8b1-5868fc0e8e7e",
   "metadata": {},
   "source": [
    "## 对比滑珠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b06d8ac-a11b-4e8b-872c-522d341c6fa2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def create_completion_rate_comparison_chart():\n",
    "    # 设置中文字体和负号显示\n",
    "    plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "    # 区域列表\n",
    "    region_list = [\"华南\", \"华北\", \"东北\", \"西北\", \"华东\"]\n",
    "    # 2022年的完成率列表\n",
    "    completion_rate_2022_list = [86, 74, 62, 51, 35]\n",
    "    # 2021年的完成率列表\n",
    "    completion_rate_2021_list = [92, 69, 53, 39, 45]\n",
    "\n",
    "    # 创建图形和轴对象并设置尺寸\n",
    "    fig, ax_main = plt.subplots(figsize=(10, 6))\n",
    "    # 设置图表的标题\n",
    "    ax_main.set_title(\"2022年上半年销量目标达成率与2021年对比\")\n",
    "    # 设置 x 轴的标签\n",
    "    ax_main.set_xlabel(\"完成率 (%)\")\n",
    "    # 设置 y 轴的刻度\n",
    "    ax_main.set_yticks(range(len(region_list)))\n",
    "    # 设置 y 轴的刻度标签\n",
    "    ax_main.set_yticklabels(region_list)\n",
    "    # 反转 y 轴，使第一个区域显示在最上方\n",
    "    ax_main.invert_yaxis()\n",
    "\n",
    "    # 柱状图的高度\n",
    "    bar_h = 0.2\n",
    "    # 绘制基础柱状图，作为背景\n",
    "    for i in range(len(region_list)):\n",
    "        ax_main.barh(i, 100, height=bar_h, color='lightgreen', alpha=0.6)\n",
    "    # 绘制2022年完成率的柱状图\n",
    "    for i in range(len(region_list)):\n",
    "        ax_main.barh(i, completion_rate_2022_list[i], height=bar_h, color='skyblue', alpha=0.7)\n",
    "\n",
    "    # 绘制2021年完成率的散点图\n",
    "    ax_main.scatter(completion_rate_2021_list, range(len(region_list)), s=400, color='red', alpha=0.9,\n",
    "                    label=\"2021完成率\")\n",
    "    # 绘制2022年完成率的散点图\n",
    "    ax_main.scatter(completion_rate_2022_list, range(len(region_list)), s=400, color='blue', alpha=0.9,\n",
    "                    label=\"2022完成率\")\n",
    "\n",
    "    # 为2022年完成率添加文本标签\n",
    "    for i, comp_2022 in enumerate(completion_rate_2022_list):\n",
    "        ax_main.text(comp_2022, i + 0.3, f\"{comp_2022}%\", va='bottom', ha='center', color='skyblue', fontweight='bold')\n",
    "    # 为2021年完成率添加文本标签\n",
    "    for i, comp_2021 in enumerate(completion_rate_2021_list):\n",
    "        ax_main.text(comp_2021, i + 0.3, f\"{comp_2021}%\", va='center', ha='bottom', color='skyblue', fontweight='bold')\n",
    "\n",
    "    # 显示图例\n",
    "    ax_main.legend()\n",
    "    # 绘制 x 轴的网格线\n",
    "    plt.grid(axis='x', linestyle='--', alpha=0.6)\n",
    "    # 显示图表\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# 调用函数创建完成率对比图表\n",
    "create_completion_rate_comparison_chart()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3eb0483-1e65-4094-ade8-d760b473fd46",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
